hf.co/ornith-ai/Ornith-1.0-9B-GGUF:Q8_0
OLLAMA GGUFqwen35 · 8.95B · unknown
Aug 23, 2026 · Apple M1 Pro
codestral:22b
OLLAMA GGUFllama · 22.2B · Q4_0
Jun 26, 2026 · Cortex-X925
Global Score
57 vs 67
Hardware Fit
81 vs 67
Quality Score
46 vs 67
Hardware
hf.co/ornith-ai/Or… codestral:22b
MachineMacBook ProNVIDIA NVIDIA_DGX_Spark
CPUApple M1 ProCortex-X925
Cores1020
RAM16 GB122 GB
GPUApple M1 ProDevice 2e12
OSmacOS 26.6.2Ubuntu 24.04.4 LTS
Archarm64arm64
Power Modebalancedperformance
Performance
hf.co/ornith-ai/Or… codestral:22b
Tokens/sec18.617.2
First chunk303 ms129 ms
TTFT303 ms129 ms
Load time4.6 s11.6 s
Memory usage10.1 GB18.9 GB
Memory %63%16%
HW Fit Score Breakdown
hf.co/ornith-ai/Ornith-…
Speed
42/50
TTFT
20/20
Memory
19/30
codestral:22b
Speed
17/50
TTFT
20/20
Memory
30/30
Quality
hf.co/ornith-ai/Ornith-…
Reasoning
14/20
Coding
13/20
Instruction
5/20
Structured
1/15
Math
13/15
Multilingual
0/10
Reasoning: Adequate Coding: Adequate Instruction Following: Weak Structured Output: Poor Math: Strong Multilingual: Poor
codestral:22b
Reasoning
11/20
Coding
17/20
Instruction
9/20
Structured
14/15
Math
6/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Weak Structured Output: Strong Math: Weak Multilingual: Strong
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